DR-GAN: Conditional Generative Adversarial Network for Fine-Grained Lesion Synthesis on Diabetic Retinopathy Images
IEEE Journal of Biomedical and Health Informatics(2022)
摘要
Diabetic retinopathy (DR) is a complication of diabetes that severely affects eyes. It can be graded into five levels of severity according to international protocol. However, optimizing a grading model to have strong generalizability requires a large amount of balanced training data, which is difficult to collect, particularly for the high severity levels. Typical data augmentation methods, inclu...
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关键词
Lesions,Generators,Retina,Gallium nitride,Generative adversarial networks,Image synthesis,Image segmentation
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